Loading pattern matches
The dataset shows non-government recipients that received substantial VA obligations and then had no VA award action for three years or more — a prompt to confirm closeout and any successor entity.
Glassbox VA surfaces correlations and observations, not findings of misconduct. Severity is the size of the match (dollars, growth ratio, concentration or firm count), not the likelihood of a problem; evidence strength (0–1) shows how well the data supports the match. Both are a starting point for review, not a verdict.
The match meets the pattern threshold, in the lower size band.
A mid-sized match. Pull the source records and read the listed benign explanations first.
The largest size band for this pattern. Larger matches are listed first; size is not evidence of a problem.
Severity is computed from the detection signal · recipient net obligations ≥ p90 of recipient totals within its primary administration AND ≥ $500K floor · latest action_date < as-of − 36 months, as-of = latest award action ≤ today · awards to individuals and government bodies excluded · severity capped at attention · signal = years without an award action
The dataset shows SOUTHERN CONTRACTING, LLC receiving $16,436,328 in net VA obligations across 22 awards (2009-07-01 to 2013-06-18), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
Once a match is identified, the dataset suggests these review actions. Glassbox VA does not prescribe outcomes — these are calibrated options for contracting officers, auditors, and program officers, framed as correlations to investigate.
Were final invoices paid, deliverables accepted and unliquidated balances deobligated on the recipient's last awards?
Search SAM.gov for the UEI. A completed program or expired vehicle explains most silence; a vanished entity after large payments is worth a closer look.
These are calibrated suggestions, not directives. The dataset shows the pattern; the responsible officials decide the response.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
The dataset shows AMEC E&I, INC receiving $8,779,412 in net VA obligations across 98 awards (2008-02-25 to 2013-06-18), above the 90th percentile of NCA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows AH WEST GROUP, LLC receiving $24,051,545 in net VA obligations across 47 awards (2007-10-15 to 2013-06-19), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows PETERSON AFFILIATES INC receiving $13,470,693 in net VA obligations across 24 awards (2009-08-27 to 2013-06-21), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows TYLERCOB receiving $3,365,079 in net VA obligations across 2 awards (2008-03-31 to 2013-06-25), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows QUADCAST receiving $10,105,320 in net VA obligations across 10 awards (2008-05-22 to 2013-06-26), above the 90th percentile of NCA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows NOR E FIRST RESPONSE INC receiving $3,822,340 in net VA obligations across 42 awards (2007-10-30 to 2013-06-26), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows ASSOCIATED HEALTHCARE SYSTEMS, INC. receiving $2,417,607 in net VA obligations across 43 awards (2007-10-01 to 2013-07-01), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows PCG ENTERPRISES, INC. receiving $1,106,046 in net VA obligations across 4 awards (2008-08-18 to 2013-07-05), above the 90th percentile of VBA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows OCE NORTH AMERICA, INC. receiving $6,311,638 in net VA obligations across 207 awards (2007-10-01 to 2013-07-08), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows SMG-II, LLC receiving $1,433,516 in net VA obligations across 4 awards (2007-11-30 to 2013-07-10), above the 90th percentile of VBA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows TOPLINE CONSULTING receiving $2,094,576 in net VA obligations across 7 awards (2007-10-01 to 2013-07-10), above the 90th percentile of VHA's recipients, with no VA award action in the 13.2 years to 2026-09-04.
The dataset shows IMPAC MEDICAL SYSTEMS, INC receiving $2,804,601 in net VA obligations across 35 awards (2007-10-12 to 2013-07-11), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows SIEMENS COMMUNICATIONS, INC. receiving $6,035,527 in net VA obligations across 71 awards (2007-10-01 to 2013-07-12), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows VAUGHN MEDICAL EQUIPMENT REPAIR SERVICE LLC receiving $18,238,709 in net VA obligations across 996 awards (2007-10-03 to 2013-07-15), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows CORNERSTONE ARCHITECTS PLC receiving $8,825,120 in net VA obligations across 25 awards (2007-11-18 to 2013-07-17), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows NORTHSTAR CONTRACTING DAG, JV receiving $6,871,467 in net VA obligations across 1 award (2009-08-25 to 2013-07-17), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows GOLDBELT RAVEN, L.L.C. receiving $18,988,222 in net VA obligations across 381 awards (2007-10-17 to 2013-07-18), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows JBAR ENTERPRISES LLC receiving $4,020,848 in net VA obligations across 1 award (2011-09-28 to 2013-07-22), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows TURNER CONSTRUCTION COMPANY receiving $45,363,696 in net VA obligations across 1 award (2009-09-30 to 2013-07-24), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 13.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows AMERICAN PATRIOT CONSTRUCTION, INC. receiving $8,652,156 in net VA obligations across 2 awards (2010-04-29 to 2013-07-27), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows GAMBRO, INC. receiving $3,334,756 in net VA obligations across 911 awards (2007-10-01 to 2013-07-29), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows INTELISTAF GROUP, INC. receiving $8,349,115 in net VA obligations across 31 awards (2007-10-01 to 2013-07-31), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows HERITAGE RADIOLOGY SOLUTIONS, LLC receiving $2,778,371 in net VA obligations across 2 awards (2008-12-12 to 2013-07-31), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows KADENA PACIFIC, INC. receiving $34,889,321 in net VA obligations across 12 awards (2007-10-17 to 2013-08-16), above the 90th percentile of VA Staff Offices's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows IMAGECARE, LLC receiving $2,568,019 in net VA obligations across 10 awards (2007-10-01 to 2013-08-16), above the 90th percentile of VHA's recipients, with no VA award action in the 13.1 years to 2026-09-04.
The dataset shows CALYPSO MEDICAL TECHNOLOGIES, INC. receiving $2,053,623 in net VA obligations across 16 awards (2008-04-07 to 2013-08-19), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows DENTSPLY RINN receiving $2,053,791 in net VA obligations across 183 awards (2007-10-09 to 2013-08-19), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows HERDT CONSULTING INC receiving $5,151,914 in net VA obligations across 12 awards (2008-06-30 to 2013-08-21), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows NAMVET receiving $4,758,368 in net VA obligations across 3 awards (2011-06-06 to 2013-08-21), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows KINDRED HEALTHCARE, INC. receiving $3,765,544 in net VA obligations across 14 awards (2007-10-01 to 2013-08-26), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows PATTERSON MEDICAL SUPPLY INCORPORATED receiving $16,034,203 in net VA obligations across 6107 awards (2007-10-01 to 2013-08-27), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows WILLIAMSBURGH CONSTRUCTION CORP. receiving $4,222,583 in net VA obligations across 54 awards (2008-03-02 to 2013-08-27), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows ST. JOSEPH'S HILL INFIRMARY receiving $2,027,630 in net VA obligations across 13 awards (2007-11-15 to 2013-08-29), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows BOUTWELL & ASSOCIATES, INC. receiving $8,937,169 in net VA obligations across 4 awards (2009-08-04 to 2013-08-30), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows D. E. ERHARD CONSTRUCTION INC. receiving $6,924,448 in net VA obligations across 44 awards (2008-09-11 to 2013-08-30), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows DANIEL & YEAGER, INC receiving $28,105,821 in net VA obligations across 146 awards (2007-10-01 to 2013-09-02), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows ATLANTA RADIOLOGY CONSULTANTS, P. C. receiving $13,015,056 in net VA obligations across 17 awards (2007-10-15 to 2013-09-05), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows VETERAN CONSTRUCTION SOLUTIONS, LLC receiving $6,533,806 in net VA obligations across 4 awards (2009-09-25 to 2013-09-09), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows RICHARDSON CONSTRUCTION INC. receiving $1,505,954 in net VA obligations across 4 awards (2012-08-17 to 2013-09-09), above the 90th percentile of NCA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows SOMAR GENERAL CONTRACTOR INC. receiving $16,829,498 in net VA obligations across 97 awards (2008-02-21 to 2013-09-10), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows MAINE VETERANS HOMES receiving $2,970,472 in net VA obligations across 3 awards (2011-08-10 to 2013-09-10), above the 90th percentile of NCA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows GYRUS ACMI L.P. receiving $24,768,323 in net VA obligations across 2693 awards (2007-10-01 to 2013-09-12), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows JAC CONSTRUCTION, LLC receiving $2,267,998 in net VA obligations across 1 award (2012-06-28 to 2013-09-12), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows TYCO HEALTHCARE GROUP L P (2162) receiving $13,354,878 in net VA obligations across 1918 awards (2007-10-01 to 2013-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows MARCORP/EVANGELISTA JV LLC receiving $4,231,865 in net VA obligations across 1 award (2010-03-30 to 2013-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows SLEEP DATA, INC. receiving $3,997,852 in net VA obligations across 52 awards (2010-01-01 to 2013-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows DIGESTIVE HEALTH CENTER OF HUNTINGTON INC receiving $3,178,868 in net VA obligations across 2 awards (2007-10-05 to 2013-09-13), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
Why this may be benign · A single large construction, equipment or research award is expected to be followed by silence; one-off funding followed by inactivity is not a concern on its own.
The dataset shows JACK GIBSON CONSTRUCTION COMPANY receiving $14,585,225 in net VA obligations across 4 awards (2009-06-02 to 2013-09-16), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.
The dataset shows CLAYCO, INC. receiving $2,520,114 in net VA obligations across 4 awards (2008-03-18 to 2013-09-16), above the 90th percentile of VHA's recipients, with no VA award action in the 13.0 years to 2026-09-04.